{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-12-23T08:24:38.547695Z",
     "start_time": "2020-12-23T08:24:38.540714Z"
    }
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import time\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib as mpl"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# matplotlib的绘图样式（style）"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## matplotlib预先定义样式"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-12-23T08:20:40.972100Z",
     "start_time": "2020-12-23T08:20:40.823366Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x16b89c37700>]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.style.use('default')\n",
    "plt.plot([1,2,3,4],[2,3,4,5])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-12-23T08:21:10.972445Z",
     "start_time": "2020-12-23T08:21:10.966461Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['Solarize_Light2', '_classic_test_patch', 'bmh', 'classic', 'dark_background', 'fast', 'fivethirtyeight', 'ggplot', 'grayscale', 'seaborn', 'seaborn-bright', 'seaborn-colorblind', 'seaborn-dark', 'seaborn-dark-palette', 'seaborn-darkgrid', 'seaborn-deep', 'seaborn-muted', 'seaborn-notebook', 'seaborn-paper', 'seaborn-pastel', 'seaborn-poster', 'seaborn-talk', 'seaborn-ticks', 'seaborn-white', 'seaborn-whitegrid', 'tableau-colorblind10']\n"
     ]
    }
   ],
   "source": [
    "print(plt.style.available)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-12-23T08:19:32.819371Z",
     "start_time": "2020-12-23T08:19:32.797431Z"
    }
   },
   "source": [
    "## 用户自定义stylesheet"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-12-23T08:23:24.252817Z",
     "start_time": "2020-12-23T08:23:24.112194Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x16b89db40d0>]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.style.use('./data/presentation.mplstyle')\n",
    "plt.plot([1,2,3,4],[2,3,4,5])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-12-23T08:23:54.675351Z",
     "start_time": "2020-12-23T08:23:54.527259Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x16b8a50ba30>]"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.style.use(['dark_background', './data/presentation.mplstyle'])\n",
    "plt.plot([1,2,3,4],[2,3,4,5])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 设置rcparams"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-12-23T08:24:20.445735Z",
     "start_time": "2020-12-23T08:24:20.295105Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x16b896ebbb0>]"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.style.use('default') # 恢复到默认样式\n",
    "plt.plot([1,2,3,4],[2,3,4,5])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-12-23T08:24:42.965045Z",
     "start_time": "2020-12-23T08:24:42.816243Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x16b8a0916d0>]"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mpl.rcParams['lines.linewidth'] = 2\n",
    "mpl.rcParams['lines.linestyle'] = '--'\n",
    "plt.plot([1,2,3,4],[2,3,4,5])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-12-23T08:24:49.174362Z",
     "start_time": "2020-12-23T08:24:49.028730Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x16b8a0ce370>]"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mpl.rc('lines', linewidth=4, linestyle='-.')\n",
    "plt.plot([1,2,3,4],[2,3,4,5])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 修改matplotlibrc文件"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-12-23T08:25:08.119219Z",
     "start_time": "2020-12-23T08:25:08.101268Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'D:\\\\ProgramFiles\\\\Anaconda3\\\\lib\\\\site-packages\\\\matplotlib\\\\mpl-data\\\\matplotlibrc'"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mpl.matplotlib_fname()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# matplotlib的色彩设置（color）"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## RGB或RGBA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-12-23T08:25:53.903267Z",
     "start_time": "2020-12-23T08:25:53.765635Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x16b8a10dbb0>]"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.style.use('default')\n",
    "\n",
    "# 颜色用[0,1]之间的浮点数表示，四个分量按顺序分别为(red, green, blue, alpha)，其中alpha透明度可省略\n",
    "plt.plot([1,2,3],[4,5,6],color=(0.1, 0.2, 0.5))\n",
    "plt.plot([4,5,6],[1,2,3],color=(0.1, 0.2, 0.5, 0.5))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## HEX RGB 或 RGBA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-12-23T08:26:13.130263Z",
     "start_time": "2020-12-23T08:26:12.982069Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x16b8a65c400>]"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 用十六进制颜色码表示，同样最后两位表示透明度，可省略\n",
    "plt.plot([1,2,3],[4,5,6],color='#0f0f0f')\n",
    "plt.plot([4,5,6],[1,2,3],color='#0f0f0f80')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 灰度色阶"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-12-23T08:26:25.300299Z",
     "start_time": "2020-12-23T08:26:25.142010Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x16b8a693ac0>]"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 当只有一个位于[0,1]的值时，表示灰度色阶\n",
    "plt.plot([1,2,3],[4,5,6],color='0.5')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 单字符基本颜色"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-12-23T08:26:39.616448Z",
     "start_time": "2020-12-23T08:26:39.460837Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x16b8a6f2040>]"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# matplotlib有八个基本颜色，可以用单字符串来表示，分别是'b', 'g', 'r', 'c', 'm', 'y', 'k', 'w'，对应的是blue, green, red, cyan, magenta, yellow, black, and white的英文缩写\n",
    "plt.plot([1,2,3],[4,5,6],color='m')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 颜色名称"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-12-23T08:26:52.393311Z",
     "start_time": "2020-12-23T08:26:52.230996Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x16b8a756070>]"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# matplotlib提供了颜色对照表，可供查询颜色对应的名称\n",
    "plt.plot([1,2,3],[4,5,6],color='tan')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 使用colormap设置一组颜色"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-12-23T08:27:14.188084Z",
     "start_time": "2020-12-23T08:27:14.045135Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x16b8a7adac0>"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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hmKcDEBkuuD5RC8es0rQJdUSpiEGEiGxLdgdh1LXGb6QLRD5shGNGKfSiLGTcudCa4ojGiWma6AsE4fQ44PQ4VZdjOQYRIrItGUpkEzKRYDsiewn2hLDhH9/B2z98D4EznYAAZq+cgZsfuxHTrpusujzLMIgQkW2JHA9ElhuyKxi7kWFCr8qzriiicRDsCeGpG5/Fse0NkOc345PA/v89jH0bD+GrP/8SrrpzgdoiLcJ9RIjItoSuwXnjjPhb4bsdcC5Nn3ePNDG89b1Ng0NIP9MwIaXEf/w/L6H73MTcWflSDCJEZGvuz86BPrlw4KC7AZoANAHv166H8KbfuDqlLtMwsemH7w0JIQMkEA5G8Puf7rS2MEU4NENEtibcDmQ89mmE3tqP0MYDkB29gBBwLKiEe80c6FOKVJdINCrd7T3obO2K20bTNZza22xRRWoxiBCR7QmXA+5b5sK1Zk70XBmnDqGzQ5dSk8OT2EuvM016+hhEiGhE5ql2mB8dh+wKQvgyoC2ogVZs/b4nQgggDZc30sTizfZgxoqpOLzlKExj+OEZM2Ji4W2zLa5MDQYRIopJRgxEXn0f5t7G6JwMCUAAxu8OQrt6KhyfWQihcbMwotG6+bEbcfCdumHv0xwaqhdUYPryqRZXpQb7Nokopsibu2Dua4x+YMroWTD9E+zM9+tgbDmgsDqi1DXrU9Pw5f/4AnSnDqEJaA4NuiP6klw5rxx/8uv702ZHYPaIENGwZFcfzA/qh99avZ/x3kHon5g+6GwYIkrMJ+5dgrk3z8R7L+xA0/5muLwuLLx9DmZ+6oq0CSEAgwgRxWDWNQ/0fsTUF4ZsbIOYXGJNUUQTTHZhFlb9xQrVZSjFoRkiGl4ksW3TZYLtiIiGwyBCRMMSpbkJtVOxeoaIJg4GESIalpiUD1Hii729uiYgppVB5GZaWxgRTSgMIkQ0LCEEHHdcA7gd0aW7g+8EMj1w3rJYTXFENGEwiBBRTFpJLlx/vBLaosmAo39ljNsBfekVcP3xSghfhtoCiSjlcdUMEcUl8rLgvGUx5GcXAeEI4HRwE7MxCJ8KINLaDb0gA65KzqshOo9BhIgSIjQBuLm9+mj17mlG6z9vRd/uCweYeeaUoOjPlsG7oExhZUT2wKEZIqIk6d19Go0PvIa+PWcGXe/b14LGr6xHz/aTiiojsg8GESKiJJBS4szfbQYMc+jGcKYETBNn/vYdSDnCpnFEExyDCBFREgQPtCJ0tB0wYzSQQPhkAL27TltaF5HdMIgQESVB+FRnQu0ipwJJroTI3hhEiIiSQPe5E2qn+TxJroTI3hhEiIiSwLuwHHq+N24bLduNjGsqLaqIyJ4YRIiIkkA4NBQ+fE3cNoUPXQXNpVtUEZE9cR8RIqIk8d02EzIYQev3fw/ZGwF0ARgSwu1A4UNXwff52apLJFKOQYSIKIly75yDnDUz0LWpHpGW6M6qWTdMhp7lUl0akS0wiBARJZmW4UTOzdNVl0FkS+kVRKQEzAgQCQPSBCAA3QHoTkDjdJl0IaWEPNsOeaoJsrcXcDqhlZVClJZA8OeAiFJYOBTBRxsPoqO5E/nlOZh30wzoDnvPQ0qfICIlEO4DTOPii4ARjt5cXkCz9z8WXT5pmjA/3gfZ0goIAP2bWprt54ATDdAXLYBwscuciFLPOz/djhce+RUCbd0D13wl2bj/X/4Q1961SGFl8aXP2z8jfEkIuUSoNxpWaEIz649HQwgwEEIGdHfD2Lvf8pqIiC7X5p/twL/e89NBIQQA/Gc68U9feAFb/3uXospGlh5BRPb3fIzEiCS/FlJGGgZkQ2OcBgDOtkN2dcduQ0RkM5GwgRf+/Fdx2zz/57+CYcQ6b0Ct9AgiQGK9HTJOjwmlvs4uwBj531i2t1tQDBHR+Ni76TD8LV1x25xt7MDB9+otqmh00ieIECU69MYROiJKIR1nEjvXyJ9gO6ulRxARAhAJfKta+szdTUvZWQmtjhK5PguKISIaHwWTEvudVVCRm9xCxig9gggAOJwjNBBcNTPBCYcDorwsTgMA2dkQvhzLaiIiulyzPnlFNGSI4e8XQqB0SiGmXVNjZVkJS58gojujt2GJ6PJdEeNfkSYM7YopQKyg4XJDn8stt4kotei6hq88cweAoS9jQghAAA88/bno320ofYIIADjd/fuFOKJDNUIDHG7AncENzdKEcDigL14IbeZ0IDsbcDqADC+0qZOhX3MVREb801KJiOzoqlvn4tH1X0Xx5MJB18umFeGv3/waFq6+UlFlIxNS2nfzjEAgAJ/PB7/fj5wcdpcTERHFI6XEke0ncO60H/mTcjF1cZWSnpDRvH5zdiYREdEEIYTAtKtrVJcxKhyPICIiImUYRIiIiEgZBhEiIiJShkGEiIiIlGEQISIiImUsCSI//OEPUVtbC4/Hg0WLFuHdd9+14mGJiIjI5pIeRH7xi1/gG9/4Br797W9j165duO6667B69Wo0NDQk+6GJiIjI5pK+odnVV1+NhQsX4tlnnx24NnPmTNx2221Yu3Zt3M/lhmZERESpZzSv30ntEQmFQvjggw+wcuXKQddXrlyJrVu3DmkfDAYRCAQG3YiIiGjiSmoQaWtrg2EYKCkpGXS9pKQEzc3NQ9qvXbsWPp9v4FZZWZnM8mgcyZ5umKdPwTzZALP1DGQkrLokIiJKAZZMVr10n3sp5bB73z/66KPw+/0Dt8bGRivKo8sgDQPGsaMwjx6GbGuBPHcWsrkJ5oG9MM+2qi6PiIhsLqlnzRQWFkLX9SG9Hy0tLUN6SQDA7XbD7XYnsyQaZ2bjCaBr+CE02XQS0uGE8OVaWxSRQmYwAuNMF4TbAb0407ZHrxPZRVKDiMvlwqJFi7Bx40bcfvvtA9c3btyIW2+9NZkPTRaQfb1Apz9uG7PlNLQcH38Z25yMGDAPnoJx4CQQjEAryoG2oBZasU91aSnD7Ari3L/tROf6A5C9EQCA64oC5H55ETJvmKy4OiL7Svrpu4888gjuvvtuLF68GEuXLsWPf/xjNDQ04MEHH0z2Q1OSyUD8EAIA6OsDwmHA5Up+QSlEGgYQigAuB4Suq60l0IPwz7ZAtncBAoAEjBOtMHbUQb9uJhyfvFJpfanA7A6h6f9dj3D9OcC8sBAxVHcWLY9uQP6fLYPvrrkKKySyr6QHkTvvvBNnz57F3/zN3+D06dOYPXs23nzzTVRXVyf7oSnZTBMDr1xx2xlWVJMSZKAbxt6jkA2noy9YmoCoLoc+ZwpEVob19UiJ8C/eg+zo7r8wcAcAwHj3AER+NvQ5VWP7+l19MHYehzzbCXhd0BfWQCudeL0s/p99NCSEABh4Ptu//3tkfmoKHEWZ1hdHZHNJ30fkcnAfEXszz7VDnjwRv5EQ0GbOUf6u3w7kuU5E/ncbEDEHXugBAEIATgccN10N4cuytCbzeAvCP9sSt40oyoHzqzeNengt8u4hRNZ9EA2smhb9nk0JbWENnH+0FMIxMX4mpCnRsPo/YXb0xW6kCeR+ZTHyvrzIusKIFLLNPiI0sQlfLqDFfzEReQUMIf0i2/YAEWNwCAGiH4cjiGzfa3lN5tFmQIsfMGRrAOiK8yI7DOPD44j8cgdgmNFeAcMc6C0wdx1H+Bfvj7Vk25E94fghBAAEEGlIYCiTKA0lfWiGJi6hadAqq2GeqB++gcsNUVJmbVE2Jdv9wLnOOA0k0NoB6e+ytlfEMBNrd+mQQxxSSkTe/ChOA8DcUQ+5eh5E/uChCmmYMHY3IrLzBGRvCFqpD85PToNWZt/hHOHWo2FuhOdIZDotqogotTCI0GUROT5oU6bBbGkGOvuX8WoaRH4hRFEJhIM/YgAg/V0Jt7MyiIjyfMCsi98oww1kexL+mvJMALI1TujqZ+xphGP5jIGPTX8v+v5xA8yTHQMv7MbeJoQ37Ifzlnlw3zY/4RqsJJw6Mq6vQc+7xwEjRhgxJDI/NcXSuohSBV8l6LKJjEzoNVOiK0FME3A4uFz3UonOh7B43oQ2YxLgdQF9oeHnHAtAXzIFQhvFKG4wgV11hQBCF9pJKdH3zCaYTf3DF+d7F/r/DL/+EbSibDg/Yc8X89z7FkSDyHBztzUB99xSeBawd5BoOJwjQuNG6DqE08kQMgxRWgjoI/x3c+gQxfnWFNRPOHQ471gK6Pqwc0VETTH0pdNH9zULs0ecdwJTQly0R4l5tBXm0da4wxuhN/bArnPr3TOLUfLUamiZ/cvUHRqgR58Dz+JJKHlqFf9fEMXAHhEiCwinA9qMGpj7YsynAaDNmqxkJYlWVQTnV2+E8f4RmPsagbABUZAFfdFUaPNrIEYKUJcQmW5o86tg7m6IHSwy3dBmTxr4MLLn1IjzLGRzAPJsN0ShtSuLEpWxrAqVb9yD7rfrET56FsLtQMb1NXDPKFJdGpGtMYgQJYEMRyBPtwLBEJDphSgthDbnCshQGPJIY3RoItoSkIA2owbalep239Tys6GtXgisXjguX8956yIEj7YAnX2Dw4UQgACcX1o2OHQZZnRYYySJTq5VRPM4kP2ZaarLIEopDCJE40hKCXnwGMz9Rwe/aLpd0BbPgmPJlZDTa2Aeb4LsDUJkeKDVlivZzCyZRG4G3H++GpG39sDYcQwIRze106aXwrFqLrTawb0EWnVB7Ime52W4hqyyIaLUxyBCNI7kgWMw9x4ZekcwBPO93cB1C6GVFUGfe4XltVlN+DLgvPMaOG5fHN2HxOOEyBj+UEvHwkqEsj2QXX0xJs0KOFdMh3ByTxqiiYaTVYnGiQyFoz0hcZh7Dtt2wuWlZG8Ixq5jiLx3EMbeRsjw2LbqFy4HRH5WzBACRCfNeh5aDjiHmTQrAG1KEVyf5VktRBMRe0SIxok81dJ//k4c/i6gsxvIseeESyA6vGRsOQBjy/7odvRCRDdc8zjh+MxC6POSc06UPq0EGU+sQWjDfkTerweCEYiibDhvmMHeEKIJjEGEaLwEQwmdAYhgyIpqxkQaJiK/eh/m3saLLvZ/Q31hRH71PuDUoc+qSMrja2U+eO5dCty7FFJKLnklSgMcmiEaL5nekUMIAHgT36XUSjLQg9AP3hocQoYR2WjNfh4MIUTpgT0iRONElBcBTgcQjsRoAKAwz5YrZKSUCL/4O6Cje+TG7V2QpzsgyvOSXxgNEWrpgv/tYzB6w/BeUYCcZVUQI20gR2RjDCJE40ToOrSFM2G+//EwdwLQNOjzZwy9zwZkfQtkiz/xw+16g8mpozcE43ALYBjQKvOhFWUn5XFSkRky0PCdt9H68t7ov1P/BnCuyhxM+ZfPIGthueoSicaEQYRoHGnV5YCuwfzoMNDde+GO/FzoC2ZA5OWoKy4Os+509IVNysSGl3LHdz8PGTERXrcL4d8eGNhzBAC0OZPgvmcpNO4fgmN/+T9of/3ghX+f/tAYOtWJg1/8JWat/yIypheqK5BojBhEiMaZVlEKMakEOBeADIUhMr0Q2fZ+IZUjrfY5TwCiogBawfj1VEgpEfzJuzC2Hx9yn7mvCX1r34T38TUQozgBeKLpOdiK9vUHh7/TlJARA6ef2YYpT3/W2sKIxgEnqxIlgRACIt8HrbTQ9iEEALSy/Og7bCHi/1bQdTg+Mz7bwJ9n1rcNG0Kid0rIjl6EN+4f18dMNWdfPzhwiN6wDIn23xyB2ZfAycdENsMgQkTQrqwAPM7oXJZYYSQvE84HboA2zpNUI+/VxT+t15QIbxlmt9o0Emnvveh8ohgMCaPTvkvDiWJhECEiCKcDzjuWAZoWDQXnw8j5W00hXA+vhlY2/itlZEfPyJNkO/tSZkfaZHBPyhnxOdK8Dui+9B2+otTFIEJEAACtthjOr94EbV4N4HIAugZR7IPj5kVw3bMcQk/Orwvh88bvEQGALHda7ytS8AezLmwsNxxdoPBzV0JzcfdZSj2crEppT5omZGsbZEsrYJgQ2VkQFeUQ7thno0xUWlEOtDWLgTWLLXtMx7IpiMQbetEEnNdO/EMC43FPykH5ny5F07/8fuiduoCzIANlD11tfWFE44BBhNKa7O2DsXMX0NMzsD27PNMCHD0G7coZ0CZxb4Zk06YWQ19QCWN349Clw5oAstxwrJylpDY7Kf+Ta+DM96LpmfcRbunfeE4AuTdMRtWTN8BVYt/zi4jiEdLGA6+BQAA+nw9+vx85Ofbcf4FSl5QSxnvboiEkxv8CbfECaAX51haWhmTYQOjlHYi8ewQwLiwl1q4ohvv+a7mx2UVkxET33jMw+yLw1OYxgJAtjeb1mz0ilLZkaxvQ3RO7gQDMYycYRCwgnDrcd18D123zYRxshgwb0KvzoU3iNvKXEg4NWfPLVJdBNG4YRChtyZa2C0fcD9sAwNl2SNOE0DivezzIsAGz7gwQikCU5kIrGfxOSWR74FhSo6Y4IlKCQYTSlzTjr0Q4zzSjy1ppzKSUMDbuQ2TjXqD3wqZbYmoxnF9YOiSQEFH64G9XSlsiO4F5Bx4PoHNJ5OWKvPYhIq/vGhRCAEDWtyL0j7+BebZLUWVEpBqDCKUtUV424v4VWnVFWu9fMR7Mtk4Yv42xRbspgb4wIm/tsbYoIrINBhFKW8LlhDbnyv4PhgkbBfkQVZXWFjUBmdvrR9zC3dxxDPKiU3eJKH1wjgilNa20BMLjgXHsBNDSGr3o9UZ7QiorOEl1HMiOOCuTzouYQG8IcHqTXxAR2QqDCKU9keuDY8Hc6FkmUjJ8jLecBMKFJgCvK/m1EJHt8DcuUT8hBENIEuhLauMf2KYJaItqIJycFEyUjvhbl4iSSivxQYt1VowQgFOHY9Vca4siItvg0AwRJZ3z81chkuGGsekAcNGkVFGeC+fdy7iPCFEaYxAhoqQTmgbnLQvguOlKmAdOQ4Yi0MpyIaryuTyaKM0xiBCRZYTXBX1hteoyiMhGOEeEiIiIlGEQISIiImUYRIiIiEgZzhEhIrpMUkoYZ7ogTQlHcRaEg+/xiBLFIEJENEZSSnS9dgD+n+1GpKkTAKDleZHz+dnwfWkehIObtBGNhEGEbEFKCXR1Qgb7IBwOICeXu5yS7bX/y1Z0vrIXuGgFsnmuFx0/3oHg3jMo/vtPs3eEaAQMIqScDPhhHj8KhILRjwFA1yHKKyGKS7nPBNlS394z0RAC9P/QXkQCve81oPt/65C1aprltRGlEkZ1Ukp2BmAe3j8QQgYYBmTjccgzp9UURjSCznX7AT1OSNYEOl/dZ11BRCmKQYSUMk+eiHu/PNUAGYlYVA1R4sLHzgFGnMP8TInwiQ7L6iFKVRyaIWVkXx/Q3TVCIwnZ0Q5RWGxNUWQpGYrA+PAE5NluiAwX9EXVEDnepD6m0d6Dntc+Ru/Gw5BdIWh5XnhXzUDGmiuhZbsT/jpalis6NyROFhEZzssvmChJ6j86iVOHW5Dp82LOJ6fC6Vbz88ogQupEwom1CyfYjlJK5PdHEX75faAvAmgCkBLhV3bAceMsOG5fCKGN/9ygyCk/2v/y15CBIGBGE4R5tgfdL+1C39t1yPveZ6HnZST0tTJvnIK+HadiN9AEMlfGOHWYSKEjHzTgX7/yIo7uahy4lpWXgT968jO45eHlls/LYxAhdZwJpm+XK7l12IwMhmHWnYRsagOkhCjOhzatEiIj8XfrdmfsakD4hfcuXOgPBZASkQ37YHb0ANleIBiBVpELxzWTIbyX/3Pg/947g0LIxY9vnOlE5w+3IvfbNyb0tTJXToX/hV2ItHQNHaLRBITXiZw/vPKyayYaT8f2nMJfXvdPCIcGD3l3nevBc3/6S/R1BXHnY6ssrYlzREgZ4fYAWdnxG2kaRG6+NQXZgHnmHCL/vQnm9gOQJ1shT7XB3HUYkf9+G+aJM6rLGxdSSoTXfRi3jfF+PcIb9iO85QiCP30f3X/2CiI7j1/W44aPtiFypHVoCDnPlAj+/gSMs90JfT3N40TJD9bAWZ0bvaALQI/+StXzvSh95rNwlGRdVs1E4+2Fx15HOGTAjDG/6edPvgl/2whD5uOMQYSU0iqqgTjdgKKiGkJPj02hZG8QxsbtQHiYybmmhLHpQ8iOTusLG2eyqQPyTGDEdkJKwDCjH4QM9D27GcbhsYex8JG2BIqTiBxrT/hrOsuyUf6zO1DyrzfD98V5yLlzNorWrkTFuj+Ce0bRmGslSgZ/ayd2vLkX5vn/V8MwDBNbXt5pYVUcmiHFRFY2tOlXwjxRD/T2XLjD4YSoqIKWRpNUzcONQNiI32b/CejLZltUUXLInlBiDS+dCCoEQm98DO+0kjE9bsIbi41yAzIhBLxLKuBdUjGGqoisc+5MZ9zJ1QCg6RrONvmtKagfgwgpJ7Kyoc2aC/R0R/cT0R1Adk7abWRmNrbEbyAlzIYzKR9EtMKRhyuEEDDlMPM4Pj4FGYxAuEf/q8u1YFK09+3Sr3vx43qdcM0YW9Ahsrvc4uwRV3qZhom80hzLagI4NEM2IYSAyMyCyCuAyPGlXQgBAJixu0tH1cbmRF4mtFnl0ZUyw5BSRrf8j/XLcrihqwToBZnw3DA15uMCQMatV0J4+P6MJqbc4mws+vQsaHrsl36hCXzyrsUWVsUgQmQbWnFe3PkyEAKiKM+6gpLI+fnFgNsxJBTI/t4KM9YIVZYbuIzVQzl//Am45pVHPzi/K2r/n54VU5H5xYVj/trJFDoVQPOPdqDxu5tx5icfItya2IRaokvd9//dAt2pxVwef9e3V0V7TiwkpIzTT6lYIBCAz+eD3+9HTo61XUVEVpMdnYisezduG33lEmiTJsYkSLPZj/AvP4C59+RA74eUiM7mH+63khBwrpkL923zL+txpZQI7zmN3t8egdnRC70oC96V0+CYVmS7njhpSpxcuwUt//FhNIhqAtKUgADKv7EMpX+8xHY1k/0d3HYM/3L/z9Cwv3ngWkaOB3d+exU+980bx+VnajSv30kNIt/97nfxxhtvYPfu3XC5XOjo6BjV5zOIULoxDhyHuW3/4LkM/WO62pzJ0BfPUFpfMkh/L+S5biDTDeNgM4LPbx06l0MT0Crz4P3WKghP+uxWeuqftqL5mfdj3l/55AoU3zPfuoJowpBS4tD242g60oqMHA/m3zgDnozx27NpNK/fSR0MDYVCuOOOO7B06VL85Cc/SeZDEU0I+swaiLxsmHuP9W9oBojiPGhX1kCrmpiTKIXPC+GLbuuuFWVD5GUg9Os9MI/0T97NcMG5YjpcN89JqxBiBII482/xl1Ge/tdtKPrCHAhneixxp/EjhMCMq2sx4+pa1aUkN4h85zvfAQC88MILyXwYItuRXT2QbecAAKIoHyIz8fNTtNICaKUFySrN9hyzJ8ExexJkdxAyZEBkexJfejuB+LcchwzGX84dae9F14enkX01lw5T6rLV9PBgMIhg8MJx8IHAyJseEdmJDIZgbP8YaL5k86zyYuhLroRIs+3qL4fIdENkqq5CHbM7sf1WjK4E92Uhsilbvc1Yu3YtfD7fwK2yslJ1SUQJk5EIjE3bgTNnh955uhXGOzshjfjvcInOc9cmtkLKk2A7IrsadRB58skno3s+xLnt3Dm27WEfffRR+P3+gVtjY+PIn0RkE/JEE9DZPfyGWVIC/k7Ixuah9xENI2vJJLhrcmPve6ILZC2ZBM9kBhFKbaMemvn617+Ou+66K26bmpqaMRXjdrvhdk+cE0YpvZjH4hwJf1EbrWaSBdVQqhNCoOZ7n8bhL/0SMmIOPuFXF9AznKj6u0+pK5BonIw6iBQWFqKwsDAZtRDZnjRNyLZ2IBSGyPACeRftAtuXwFh9X3DkNkT9shaVY8ard6Hpn7bCv+lYdH8VXSBv1RUof2QZh2VoQkjqZNWGhga0t7ejoaEBhmFg9+7dAICpU6ciK4vHY1NqMY+fhHmgDgiFL1zMyoA+byZEYX50x8/evvhfJMOT3CJpwsmYVYyp/34bIh19iJzrhbMgA3oOe45p4khqEHn88cfxn//5nwMfL1iwAACwadMmLF++PJkPTTSuzKMNMPceGnpHVw+MrR9C/8RiaLWVMM/GP7VSq+UySxobR64HjlwGWZp4uMU70QhkOALjfzYDRpwD5/J80D+xGMY724Fz/uG3KC/Mhf7JJRCarRarKSGlhLnzOCJvH4BsaAd0DdrcCjhumgWtmkO/RKnONjurEk0EsrklfggBouGjrw/69Yth7j4AeeL0hdUzmoCongRt/nSGEPSf9fJfW2H+/uiFrdwNE+aHJxD64DicX74O+hL1uz0SkTUYRIhG0hcaevbJsO2CEJkZ0JfMgZw7HbI9Okwj8n0Qbm5kdp65/Vg0hACDn1Mz+vfwC7+DNq0EwpehoDoishrfnhGNxOMaOYQAgOfCBELhdkErK4JWVsQQconI2weiB/nFYgLGe3WW1UNEajGIEI1AlBYD+gj/VfJ8EJl8Bz8SKWV0Tki8XCclzGNtcRoQ0UTCIEI0AuF0QJt1RZwGAvrsadYVlOpi7RR6ngCQhofcEaUr/m8nSoA2uQravJmA65Jj6LMyoC9bCJGfq6SuVCOEgDZ7UvwwIhFtQ0RpgZNViRKk1VRAVJVDtp0DQqGhO6tSQhw3zULooxjnSGkCyHJz1QxRGmGPCNEoCE2DVlwAraIMIj+XIWQMtKklcNyzLLoS6XzPyPmnMdMN15/eBOHieySidMH/7URkOceyqdCnlyLyuyMwT5yFcGjQ5lRAX1IL4XGO/AWIaMJgECGicWe2BiBP+wGXDm1y8bA9HKIgC85bFyioji5lBiNoXn8Q7ZuPQ5oSeddUoOyO2dAzGAop+bjFOxGNG7O1E+FX3oesO3PhotsBxw2zoN84G2KkFTNkuc69Z7DztpcQbO6C6F+tJCMmHLkeLHrl88hbVqW4QkpFo3n95hwRIhoX8lw3Qt//H8j6lsF3BCOI/GYPIq/tVFMYxRRq78X2z/wMwdZuANEAIiPR4wwigSB23v4Sehs6FFZI6YBDM5TWpJSQrW0wG08CXT2AwwGtrASiYhLEpUt1ra7N3wWz7hRkVy+ExwUxpRxaYa7SmuKJ/O8+oDc0sFX7pYx3D0O/bjq0IvZu2sWpn32E8Lm+4XcONiXMvgga/u0DTP/bT1lfHKUNBhFKW1JKmHv2QTafGXTdPNIFnGiAvmQRRFammrp2HoK5tz66sgQSEgLYfxxmdSn06+dBOHTL64pHGiaMHfUxQwgAQBMwdtRD+8x8y+qi+JpfOxD3+AJpSDSvO8AgQknFoRlKW/J4w5AQMiAcgbHrI6iYQmXuOxYNIUD0RUJi4MVCnmiGsW2/5TWNqC8MhI0Rm8mOXguKoUQZ3eGR2/SM3IbocjCIUFqSUsI80RCvAdDTC9nWbl1RiPYsmHuOxm9T1wjZ02dRRQnyOBPall1keywohhKVM790YILqcIQukDO3xMKKKB0xiFB66u0FgqH4bYSAPHfOmnr6ybYOIDjCO1AJyJOtltSTKKFr0BbWxN+63ZTQl0y2rCYaWdUDiwYmpw5HGhJVX11sYUWUjhhEKE3ZdBmpEftF4WLSGHkYxGqOm2YDLkf/vJahtKsmQyv1WVwVxZO7ZBImf/MT0Q8uDpH9f51073wUrY5z4CPROGAQofTk9QBuV/w2UkLk51lTTz+Rm5VYuzz7rTzRCrPh+pOVEOW5g+9waNBXzITz81crqYvim/bECsz7zz9AzrzSgWuZ0wsx+wc3Y/YzN/MYA0o6rpqhtCSEgFZTBfNQXYwGALwZEAX51taV4YGoLoFsaBl+NYMQQHYGRIm1ASlRWlku3H/xGZiN7ZDNHYDTAW16KYR3hNBHSpX94SyU/eEsRLpDgAQcWfz3IuswiFDaEtVVEIEuyNPNQ+90uqAvnKfk3aB+9ZWItPmBnuDgMCIE4NDg+OR8279L1SrzgUprQxxdPkcmAwhZj0GE0pYQAtqcWZBlJTAbTwFd3dF38GUlEJPKIZxqNjQTmR441nwC5sf1MA83AuEIoGkQU8qhz5kC4bN+bxMiomRhEKG0JoSAKCqEVlSoupRBhNcN/aqZ0JbMiAYRh4PntBDRhMQgQmRjQghA8VbzRETJxFUzREREpAyDCBERESnDoRmiCUp290F2dAMuB0Rhju1X2hBRemIQIZpgpL8bkc0fQ9ZftCzZlwF96UzoMyrVFUaj0nugFa0/3Y3O350ApETmVRUoumc+MueVqS6NaFwxiBBNIDLQg/DLm6On4V7M3wPjrQ+AvhD0+VPUFEcJa3/tABr+akN0Yz0jupdMx5uH0fHrQ5j018tRdM98pfURjSfOESGaQCK/PxANIcPtygrA2LIPsneEw/4UkKYJY+8phN85hMiO45CXBqk00nfsXDSEmHIghAAY+Pupv3sH3R+dVlQd0fhjjwjRBCFDEchDJ2OGEACAacI81GirXhFjz0kEf7oV6Oi9cNHlgHPNPDg+fWXazW1pe/Gj+Gcy6gJtP/2IQzQ0YTCIEE0UPX3Rd9HxaALS32NNPQkwDpxG8JnfDr0jFEH41Q8AU8L5mTnWF6ZQ1/snB/eEXMqQ6Hq/0bqCiJKMQzNEE8VIpwkDgIStDqAL/XJn9C8xXnfDv94N2WO/oaRkSmgH3TTrJaKJjUGEaIIQXhdEVVH8bn0poU2rsKymeMxmP2RDe8wQAgCImDB2NVhWkx1kf6IaiBdGdIHsa6utK4goyRhEiCYQfenMuO+WxexqiFx7HJonO/tGbqSJxNpNIIVfnAuhi9iBUgJFd8+3siSipGIQIZpAtLJ8OG5dCmS4oxfOhxIhoM2rhWPFPHXFXULkJRCITAmRl5H8YmzENSkHNU9/FsKhAfpFaUQXgCZQ9X9WwjuzSF2BROOMk1WJJhituhjOBz4NefwM5LkuwOmANqUMItOjurRBtMIsaNNKYNa1xJ5k63FCn19lbWE24LthMmZuuA9tL+1B5+9OQJoS2ddUouALc+GpzVNdHtG4ElLGW+unViAQgM/ng9/vR05OjupyiGicmSfOou///AaImMMuO3bduwyOa69QUBkRXY7RvH5zaIaIlNGqC+D+y1XQqgsGXRcFmXB95XqGEKI0wKEZIlJKrymE/u2bYZ7ugGzrAjLd0GoKE1vGSkQpj0GEiGxBK8sFynJVl0FEFuPQDBERESnDIEJERETKcGiGKA3JsAHZ6gcAiKIcCCd/FRCRGvztQ5RGpGHCeO8AzA+OAqFI9KLLAW1+LfTrZkE4dLUFElHaYRAhShPSlIis2wZZ3zz4fJdQBOaOI5AtfjjuWAahccSWiKzD3zhEaULWNUEebR7+kDkJyOMtMA+esrwuIkpvDCJEacL46Hj84+MFYO4+Zlk9REQAgwhR2pDnuobdRv1CA0B2dFtXEBERGESI0obwuhNo47KgEiKiCxhEiNKEdmXlyG1mp99Jt0SkFoMIUZrQZlcDuZnDzxMRAsjJgDa3xvK6iCi9MYgQpQnhcsD5xeshyvP6L/TfAIjSXDj/6HoIt1NZfUSUnriPCFEaEdleOL+0HGbzOciGtui1ygJoZfmKKyOidMUgQpSGtNI8oDRPdRlERByaISIiInUYRIiIiEiZpAWR48eP4/7770dtbS28Xi+mTJmCJ554AqFQKFkPSURERCkmaXNEDh48CNM08dxzz2Hq1KnYu3cvvvKVr6C7uxtPPfVUsh6WiIiIUoiQMt6ez+Pre9/7Hp599lnU19cn1D4QCMDn88Hv9yMnJyfJ1REREdF4GM3rt6WrZvx+P/LzYy8TDAaDCAaDAx8HAgEryiIiIiJFLJusevToUTz99NN48MEHY7ZZu3YtfD7fwK2ycuQtqYmIiCh1jTqIPPnkkxBCxL3t3Llz0Oc0NTVh1apVuOOOO/DAAw/E/NqPPvoo/H7/wK2xsXH03xERERGljFHPEWlra0NbW1vcNjU1NfB4PACiIWTFihW4+uqr8cILL0DTEs8+nCNCRESUepI6R6SwsBCFhYUJtT116hRWrFiBRYsW4fnnnx9VCCEiIqKJL2mTVZuamrB8+XJUVVXhqaeeQmtr68B9paWlyXpYIiIiSiFJCyIbNmxAXV0d6urqUFFRMeg+C1cMExERkY0lbazkvvvug5Ry2BsR0UQkIyakyd9xRKPB03eJiC6DNCW63jyEwMsfI3y0HdAEPEsmwfel+fAunqS6PCLbYxAhIhojaUq0/e0mdL91BBD9F02Jvp2n0Pf+SRT85XXIvn2W0hqJ7I7LWIiIxqh7Y100hADAxSMyRvSDs997F+FT3CGaKB4GESKiMQq8shfQROwGQqBz/QHrCiJKQQwiRERjFKo7C8SbnGpKhA62xr6fiBhEiIjGSjhG+BUqAOHmVDyieBhEiIjGKOP6GkCPMzQjgYxrqy2rhygVMYgQEY1RzhfmRv8yXBbRBfQCLzJvmmppTUSphkGEiGiM3NMKUfR3NwEOPRpGBAYmr+p5XpQ8vQZahlNpjUR2x8FLIqLLkLm8Fp7X/whd//8hBA+0Qjg0eK+pRMYNk6FxfgjRiPi/hIjoMum5Xvi+NF91GUQpiUMzREREpAyDCBERESnDIEJERETKMIgQERGRMgwiREREpAyDCBERESnDIEJERETKMIgQERGRMgwiREREpAyDCBERESnDIEJERETKMIgQERGRMgwiREREpAyDCBERESnDIEJERETKMIgQERGRMgwiREREpAyDCBERESnDIEJERETKMIgQERGRMgwiREREpAyDCBERESnDIEJERETKMIgQERGRMgwiREREpAyDCBERESnDIEJERETKMIgQERGRMgwiREREpAyDCBERESnjUF3ARCOlBCIhwJSApgEOJ4QQqssiIiKyJQaRcSSDvUBvNyDlhYtCg8zIgnC51RVGRERkUxyaGScy2Av0dA0OIQAgTaA7ABkOqimMiIjIxhhExoGUMtoTEk9Pd7QdERERDWAQGQ/h0NCekEuZBmBErKmHiIgoRTCIjAdpjm87IiKiNMEgMh5Egk+j0JNbBxERUYphEBkPThcw0hJdTQd0BhEiIqKLMYiMAyEE4M2K3ygji/uJEBERXYL7iIwT4fZACgA93YPngmh6NIQ4XcpqIyIisisGkXEkXB5IpxuIhKOraDQN0B3sCSEiIoqBQWScCSGic0aIiIhoRJwjQkRERMowiBAREZEyDCJERESkTFKDyC233IKqqip4PB6UlZXh7rvvRlNTUzIfkoiIiFJIUoPIihUr8Morr+DQoUN49dVXcfToUXzuc59L5kMSERFRChHSwiNhX3/9ddx2220IBoNwOp0jtg8EAvD5fPD7/cjJybGgQiIiIrpco3n9tmz5bnt7O37+859j2bJlMUNIMBhEMBgc+DgQCFhVHhERESmQ9Mmq3/rWt5CZmYmCggI0NDRg/fr1MduuXbsWPp9v4FZZWZns8oiIiEihUQeRJ598EkKIuLedO3cOtP/mN7+JXbt2YcOGDdB1Hffccw9ijQY9+uij8Pv9A7fGxsaxf2dERERke6OeI9LW1oa2tra4bWpqauDxeIZcP3nyJCorK7F161YsXbp0xMfy+/3Izc1FY2Mj54gQERGliEAggMrKSnR0dMDn88VtO+o5IoWFhSgsLBxTYeczz8XzQOLp7OwEAA7REBERpaDOzs4Rg0jSVs1s374d27dvx7XXXou8vDzU19fj8ccfx+nTp7Fv3z643e4Rv4ZpmmhqakJ2dvaQg+POpy32loyMz1Xi+Fwljs9V4vhcjQ6fr8TZ9bmSUqKzsxPl5eXQtPizQJK2asbr9eJXv/oVnnjiCXR3d6OsrAyrVq3Cyy+/nFAIAQBN01BRURG3TU5Ojq2efDvjc5U4PleJ43OVOD5Xo8PnK3F2fK5G6gk5L2lBZM6cOXj77beT9eWJiIhoAuBZM0RERKRMygYRt9uNJ554IuFhnnTG5ypxfK4Sx+cqcXyuRofPV+ImwnNl6RbvRERERBdL2R4RIiIiSn0MIkRERKQMgwgREREpwyBCREREykyIIHLLLbegqqoKHo8HZWVluPvuu9HU1KS6LNs5fvw47r//ftTW1sLr9WLKlCl44oknEAqFVJdmS9/97nexbNkyZGRkIDc3V3U5tvPDH/4QtbW18Hg8WLRoEd59913VJdnOli1bsGbNGpSXl0MIgddee011Sba1du1aLFmyBNnZ2SguLsZtt92GQ4cOqS7Llp599lnMnTt3YBOzpUuX4je/+Y3qssZsQgSRFStW4JVXXsGhQ4fw6quv4ujRo/jc5z6nuizbOXjwIEzTxHPPPYd9+/bhn//5n/GjH/0Ijz32mOrSbCkUCuGOO+7A1772NdWl2M4vfvELfOMb38C3v/1t7Nq1C9dddx1Wr16NhoYG1aXZSnd3N+bNm4dnnnlGdSm2t3nzZjz00EPYtm0bNm7ciEgkgpUrV6K7u1t1abZTUVGBv//7v8fOnTuxc+dO3HDDDbj11luxb98+1aWNjZyA1q9fL4UQMhQKqS7F9v7hH/5B1tbWqi7D1p5//nnp8/lUl2ErV111lXzwwQcHXZsxY4b8q7/6K0UV2R8AuW7dOtVlpIyWlhYJQG7evFl1KSkhLy9P/vu//7vqMsZkQvSIXKy9vR0///nPsWzZMjidTtXl2J7f70d+fr7qMiiFhEIhfPDBB1i5cuWg6ytXrsTWrVsVVUUTjd/vBwD+fhqBYRh4+eWX0d3djaVLl6ouZ0wmTBD51re+hczMTBQUFKChoQHr169XXZLtHT16FE8//TQefPBB1aVQCmlra4NhGCgpKRl0vaSkBM3NzYqqoolESolHHnkE1157LWbPnq26HFv6+OOPkZWVBbfbjQcffBDr1q3DrFmzVJc1JrYNIk8++SSEEHFvO3fuHGj/zW9+E7t27cKGDRug6zruueceyDTZNHa0zxUANDU1YdWqVbjjjjvwwAMPKKrcemN5rmh4QohBH0sph1wjGouvf/3r2LNnD1566SXVpdjW9OnTsXv3bmzbtg1f+9rXcO+992L//v2qyxqTpJ2+e7m+/vWv46677orbpqamZuDvhYWFKCwsxLRp0zBz5kxUVlZi27ZtKdtVNRqjfa6ampqwYsUKLF26FD/+8Y+TXJ29jPa5oqEKCwuh6/qQ3o+WlpYhvSREo/Xwww/j9ddfx5YtW1BRUaG6HNtyuVyYOnUqAGDx4sXYsWMHvv/97+O5555TXNno2TaInA8WY3G+JyQYDI5nSbY1mufq1KlTWLFiBRYtWoTnn38emmbbTrGkuJyfK4pyuVxYtGgRNm7ciNtvv33g+saNG3HrrbcqrIxSmZQSDz/8MNatW4d33nkHtbW1qktKKVLKlH3Ns20QSdT27duxfft2XHvttcjLy0N9fT0ef/xxTJkyJS16Q0ajqakJy5cvR1VVFZ566im0trYO3FdaWqqwMntqaGhAe3s7GhoaYBgGdu/eDQCYOnUqsrKy1Ban2COPPIK7774bixcvHuhZa2ho4HyjS3R1daGurm7g42PHjmH37t3Iz89HVVWVwsrs56GHHsKLL76I9evXIzs7e6DHzefzwev1Kq7OXh577DGsXr0alZWV6OzsxMsvv4x33nkHb731lurSxkblkp3xsGfPHrlixQqZn58v3W63rKmpkQ8++KA8efKk6tJs5/nnn5cAhr3RUPfee++wz9WmTZtUl2YLP/jBD2R1dbV0uVxy4cKFXGY5jE2bNg37M3TvvfeqLs12Yv1uev7551WXZjtf/vKXB/7vFRUVyU996lNyw4YNqssaMyFlmszoJCIiIttJrwkCREREZCsMIkRERKQMgwgREREpwyBCREREyjCIEBERkTIMIkRERKQMgwgREREpwyBCREREyjCIEBERkTIMIkRERKQMgwgREREpwyBCREREyvxfUJwKjmOT61gAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.random.randn(50)\n",
    "y = np.random.randn(50)\n",
    "plt.scatter(x,y,c=x,cmap='RdPu')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-12-23T08:29:32.892633Z",
     "start_time": "2020-12-23T08:29:32.884654Z"
    }
   },
   "source": [
    "# 作业"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1）查阅matplotlib官网，列举出Sequential，Diverging，Cyclic，Qualitative，Miscellaneous分别有哪些内置的colormap，并以代码绘图的形式展现出来"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "https://matplotlib.org/tutorials/colors/colormaps.html"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 顺序（Sequential）。通常使用单一色调，逐渐改变亮度和颜色渐渐增加，用于表示有顺序的信息"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "['Greys', 'Purples', 'Blues', 'Greens', 'Oranges', 'Reds',\n",
    " 'YlOrBr', 'YlOrRd', 'OrRd', 'PuRd', 'RdPu', 'BuPu','GnBu', \n",
    " 'PuBu', 'YlGnBu', 'PuBuGn', 'BuGn', 'YlGn']\n",
    "\n",
    "['binary', 'gist_yarg', 'gist_gray', 'gray', 'bone', 'pink',\n",
    " 'spring', 'summer', 'autumn', 'winter', 'cool', 'Wistia',\n",
    " 'hot', 'afmhot', 'gist_heat', 'copper']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-12-23T08:31:35.205223Z",
     "start_time": "2020-12-23T08:31:35.053501Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x16b8b8f4370>"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.random.randn(50)\n",
    "y = np.random.randn(50)\n",
    "plt.scatter(x,y,c=x,cmap='gist_gray')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-12-23T08:31:08.141611Z",
     "start_time": "2020-12-23T08:31:08.127648Z"
    }
   },
   "source": [
    "### 发散（Diverging）。改变两种不同颜色的亮度和饱和度，这些颜色在中间以不饱和的颜色相遇；当绘制的信息具有关键中间值（例如地形）或数据偏离零时，应使用此值。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-12-23T08:32:51.755376Z",
     "start_time": "2020-12-23T08:32:51.747397Z"
    },
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['PiYG',\n",
       " 'PRGn',\n",
       " 'BrBG',\n",
       " 'PuOr',\n",
       " 'RdGy',\n",
       " 'RdBu',\n",
       " 'RdYlBu',\n",
       " 'RdYlGn',\n",
       " 'Spectral',\n",
       " 'coolwarm',\n",
       " 'bwr',\n",
       " 'seismic']"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "['PiYG', 'PRGn', 'BrBG', 'PuOr', 'RdGy', 'RdBu',\n",
    "'RdYlBu', 'RdYlGn', 'Spectral', 'coolwarm', 'bwr', 'seismic']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-12-23T08:33:01.652665Z",
     "start_time": "2020-12-23T08:33:01.503539Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x16b8b852fa0>"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.random.randn(50)\n",
    "y = np.random.randn(50)\n",
    "plt.scatter(x,y,c=x,cmap='seismic')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 循环（Cyclic）。改变两种不同颜色的亮度，在中间和开始/结束时以不饱和的颜色相遇。用于在端点处环绕的值，例如相角，风向或一天中的时间。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-12-23T08:33:26.090010Z",
     "start_time": "2020-12-23T08:33:26.074022Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['twilight', 'twilight_shifted', 'hsv']"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "['twilight', 'twilight_shifted', 'hsv']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-12-23T08:33:31.567170Z",
     "start_time": "2020-12-23T08:33:31.418569Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x16b8b8ad4f0>"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.random.randn(50)\n",
    "y = np.random.randn(50)\n",
    "plt.scatter(x,y,c=x,cmap='twilight_shifted')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-12-23T08:33:40.600806Z",
     "start_time": "2020-12-23T08:33:40.590861Z"
    }
   },
   "source": [
    "### 定性（Qualitative）。常是杂色，用来表示没有排序或关系的信息。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "['Pastel1', 'Pastel2', 'Paired', 'Accent',\n",
    "                        'Dark2', 'Set1', 'Set2', 'Set3',\n",
    "                        'tab10', 'tab20', 'tab20b', 'tab20c']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-12-23T08:34:01.222412Z",
     "start_time": "2020-12-23T08:34:01.087773Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x16b8ba8f5b0>"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.random.randn(50)\n",
    "y = np.random.randn(50)\n",
    "plt.scatter(x,y,c=x,cmap='Paired')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 杂色（Miscellaneous）。一些在特定场景使用的杂色组合，如彩虹，海洋，地形等。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-12-23T08:34:15.068663Z",
     "start_time": "2020-12-23T08:34:15.053703Z"
    },
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['flag',\n",
       " 'prism',\n",
       " 'ocean',\n",
       " 'gist_earth',\n",
       " 'terrain',\n",
       " 'gist_stern',\n",
       " 'gnuplot',\n",
       " 'gnuplot2',\n",
       " 'CMRmap',\n",
       " 'cubehelix',\n",
       " 'brg',\n",
       " 'gist_rainbow',\n",
       " 'rainbow',\n",
       " 'jet',\n",
       " 'turbo',\n",
       " 'nipy_spectral',\n",
       " 'gist_ncar']"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "[\n",
    "            'flag', 'prism', 'ocean', 'gist_earth', 'terrain', 'gist_stern',\n",
    "            'gnuplot', 'gnuplot2', 'CMRmap', 'cubehelix', 'brg',\n",
    "            'gist_rainbow', 'rainbow', 'jet', 'turbo', 'nipy_spectral',\n",
    "            'gist_ncar']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-12-23T08:34:22.518362Z",
     "start_time": "2020-12-23T08:34:22.373750Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x16b8b927490>"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.random.randn(50)\n",
    "y = np.random.randn(50)\n",
    "plt.scatter(x,y,c=x,cmap='gist_earth')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2）学习如何自定义colormap，并将其应用到任意一个数据集中，绘制一幅图像，注意colormap的类型要和数据集的特性相匹配，并做简单解释"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
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